At the pre-operative stage, SSI was associated with DM, pre-operative radiotherapy, tumor location, tumor stage, WBC, neutrophil percentage, Cr, heart disease, primary tumor, albumin, CVA, and recurrent tumor. The gene discussed is ALB; the disease is neoplasm.